Multivariate Time Series Forecasting on Weather 336
0.23MSECATS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATSInput Length (LI)=720, Number of Layers=2L2024.03 | 0.23 | 0.274 | |
| ARMInput Length (LI)=7202024.03 | 0.232 | 0.28 | |
| PatchTSTInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.245 | 0.282 | |
| CALFPlugin=✓2026.03 | 0.253 | 0.284 | |
| UniTimePlugin=✓2026.03 | 0.259 | 0.293 | |
| GPT4TSPlugin=✓2026.03 | 0.26 | 0.294 | |
| CALFPlugin=✗2026.03 | 0.26 | 0.293 | |
| DLinearInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.265 | 0.319 | |
| GPT4TSPlugin=✗2026.03 | 0.27 | 0.306 | |
| UniTimePlugin=✗2026.03 | 0.271 | 0.305 | |
| FEDformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.339 | 0.38 | |
| AutoformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.359 | 0.395 | |
| RepeatStrategy=Last-value repeat2024.03 | 0.377 | 0.338 | |
| InformerInput Length (LI)=best of {96, 192, 336, 720}2024.03 | 0.578 | 0.523 |